{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/uiuc-cse/data-fa14/gh-pages/data/iris.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'setosa', 'versicolor', 'virginica'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(df['species'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_se = df[df['species'] == 'setosa']\n",
    "df_ve = df[df['species'] == 'versicolor']\n",
    "df_vi = df[df['species'] == 'virginica']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take Sepal Length for the Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x19b53adc460>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# len(df_vi)\n",
    "y = np.zeros(50)\n",
    "\n",
    "plt.scatter(df_se['sepal_length'],y,label='Setosa')\n",
    "\n",
    "plt.scatter(df_vi['sepal_length'],y,label='Virginica')\n",
    "\n",
    "plt.scatter(df_ve['sepal_length'],y,label='Versicolor')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see that Setosa is fine, But Virgi and Versi are highly overlapping. \n",
    "So univariate is not enough."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ### Bivariate Analysis - Facet-Grid (Optional)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19b549d69d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(df['sepal_length'],df['sepal_width'],hue=df['species'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19b53dbc580>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(df['petal_length'],df['petal_width'],hue=df['species'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19b5339a6d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(df['petal_length'],df['sepal_width'],hue=df['species'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x19b550437c0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df,hue='species')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Note that Petal Length and Petal Width ar highly correlated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
